Takeover Tracker
16%low risk
Manufactured Building and Mobile Home Installers
vs

80 shared · 40 different

core competencies

21%low risk
Forest Firefighters

Side-by-Side Comparison

MetricManufactured Building and Mobile Home InstallersForest Firefighters
Risk Score15.9%21.0%
Risk TierLow RiskLow Risk
Risk Percentile2th9th
Tasks at Risk (>50%)1 / 142 / 15
Median Salary$41,080$59,530
Employment3K332K

Skill Comparison

|

Sorted by largest difference

Scheduling Work and Activities
Guiding, Directing, and Motivating Subordinates
Evaluating Information to Determine Compliance with Standards
Design
Assisting and Caring for Others
Organizing, Planning, and Prioritizing Work
Controlling Machines and Processes
Developing and Building Teams
Making Decisions and Solving Problems
Thinking Creatively
Coordinating the Work and Activities of Others
Performing Administrative Activities

Protective Factors

Higher values indicate stronger protection against AI displacement

Manufactured Building and Mobile Home Installers

36%

total discount

Forest Firefighters

35%

total discount

Task Risk Comparison

Tasks sorted by AI automation risk — higher means more automatable

Manufactured Building and Mobile Home Installers

1 of 14 at risk
86%List parts needed, estimate costs, and plan work procedures, using parts lists, technical manuals, and diagrams.
41%Seal open sides of modular units to prepare them for shipment, using polyethylene sheets, nails, and hammers.
39%Inspect, examine, and test the operation of parts or systems to evaluate operating condition and to determine if repairs are needed.
39%Connect water hoses to inlet pipes of plumbing systems, and test operation of plumbing fixtures.
37%Reset hardware, using chisels, mallets, and screwdrivers.

Forest Firefighters

2 of 15 at risk
76%Maintain knowledge of current firefighting practices by participating in drills and by attending seminars, conventions, and conferences.
74%Maintain contact with fire dispatchers at all times to notify them of the need for additional firefighters and supplies, or to detail any difficulties encountered.
49%Operate pumps connected to high-pressure hoses.
49%Maintain fire equipment and firehouse living quarters.
49%Transport personnel and cargo to and from fire areas.

Wage Comparison

Forest Firefighters earns +$18,450(+45%) vs Manufactured Building and Mobile Home Installers
Manufactured Building and Mobile Home InstallersForest Firefighters
10th
$30,280$34,490
25th
$35,290$44,180
Median
$41,080$59,530
75th
$48,410$77,410
90th
$57,190$101,330

Premium Head-to-Head Analysis

Displacement Timeline Comparison

Manufactured Building and Mobile Home Installers2028–2035
Forest Firefighters2028–2035
20242030203520402045

Manufactured Building and Mobile Home Installers has a longer runway before significant displacement, projected 0 years later than Forest Firefighters.

Risk-Adjusted Salary

Salary weighted by displacement risk: salary × (1 − risk%)

Manufactured Building and Mobile Home Installers

$34,536

from $41,080

Forest Firefighters

$47,029

from $59,530

After adjusting for AI risk, Forest Firefighters offers $12,493 more in risk-adjusted pay.

Transition Feasibility

1%

Skill Overlap

Low overlap — significant retraining needed for transition

0

Unique to Manufactured

0

Unique to Forest

Combined Protection Strategy

Regardless of which path you choose, focus on these protective factors

Creativity
Fine Manipulation
Social Intelligence
Regulatory Barriers
Manufactured Building and Mobile Home InstallersForest Firefighters
Find transitions from Manufactured Building and Mobile Home InstallersFind transitions from Forest Firefighters